Unverified50% confidenceFactExact time
The most recent calibration test of about 1,200 decisions cost only five cents, showing that honesty lies in method rather than budget, and that what it consumes is discipline rather than money.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/15/2026
First Seen
Valid until: 10/29/2026
Sources
Related Entities
Related Claims
UnverifiedA rule was set in the experiment: any judgment with a confidence level below 60% would be directly handed over to human processing.70% similarUnverifiedIn red-team testing, the scorer was allocated an output budget of only 50 tokens; thinking-type models exhaust all tokens on internal reasoning and ultimately return empty content.69% similarUnverifiedResearch shows that in certain tasks, simply changing '请判断' to '请分析' in a prompt can cause accuracy fluctuations of 5–10 percentage points.68% similarUnverifiedIn an experiment with a 32-expert miniature character model, when Token Choice routing had no load balancing loss, a single expert swallowed 57% of the tokens in the early stage of training, and 17 of the 32 experts were almost ignored.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1037056API
curl https://kongchang.com/api/v1/knowledge/claims/1037056MCP
get_claim(id=1037056)